MMEB VisDoc — leaderboard
Metric: Visual Document Score (%). Source: huggingface.co. 74 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Ops-Colqwen3-4B | 84.12 |
| 2 | DME-Large | 83.36 |
| 3 | Taichu-UniRetriever-8B | 83.25 |
| 4 | seed1.6-embedding-1215 | 82.38 |
| 5 | Qwen3-VL-Embedding-8B | 82.36 |
| 6 | DME-Medium | 82.02 |
| 7 | Taichu-UniRetriever-2B | 81.31 |
| 8 | QQMM-embed-v4 | 80.91 |
| 9 | DME-Pre | 80.86 |
| 10 | octen-vl-embedding-large | 80.54 |
Interactive version: theaggregate.ai/benchmark?slug=mmeb-visdoc · How the rankings work · Data refreshed daily, snapshot 2026-07-22.